diff --git a/Matplotlib/Part1-Figures_Subplots_and_layouts.ipynb b/Matplotlib/Part1-Figures_Subplots_and_layouts.ipynb index 25214a5..9bbf874 100644 --- a/Matplotlib/Part1-Figures_Subplots_and_layouts.ipynb +++ b/Matplotlib/Part1-Figures_Subplots_and_layouts.ipynb @@ -71,7 +71,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "3.10.7\n", + "3.10.8\n", "module://matplotlib_inline.backend_inline\n" ] } @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -168,7 +168,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -196,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -217,7 +217,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -251,12 +251,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -290,12 +290,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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Zs7r//vutz995550qU6aM5s+fr65du153XcnJyfroo48kXT6j+MqZ1Hv37tXDDz+sUaNGebT2qVOnqkWLFqpXr5769OmjKlWq6MiRI9qwYYN++eUXbd269brLBwYGatq0aerRo4fuuOMOPfzwwypTpowSExO1bNkyNW/eXFOmTHGrpiJFiqh27dpauHChbrvtNpUuXVp169ZV3bp1r7vc2rVr9fvvv2dqr1+/vurXr6+jR4/qH//4h1q3bu08y3zKlClavXq1evfurXXr1snHx0cdOnTQxIkTde+996p79+46evSopk6dqmrVqmnbtm1ujSUrypcvr3HjxunAgQO67bbbtHDhQsXHx2vGjBkuZ81fLbufXWpqqj799FO1bdv2mieU3X///Zo8ebKOHj2qMmXK6PHHH1eRIkU0bdo0SZfPbP700081cOBARUVFqXz58ho0aJA+//xz/fWvf1Xv3r0VERGhlJQUbd++XYsWLdKBAwcUHBysJ598UidPntQ999yjihUr6uDBg3rnnXfUsGHDTFsznhIREaGFCxcqOjpajRs3VvHixdWxY0dr3xv9P5FvePUYqptIx44dTUBAgElJSblmn969e5vChQub48ePX7PPlUMerzyKFy9uqlevbh599FHneQtXu9HDXI0xZu/evaZnz56mbNmypnDhwqZChQrmr3/9q1m0aJGzz5XDXP94WOPV62/fvr0JCgoyAQEBpmrVqqZ3795m06ZNzj69evUyxYoVy7TsyJEjzdW/ruvXrzcRERHGz8/vTw95/bPDXK8s++CDD5oSJUqYAwcOuCz/2WefGUlm3LhxzrZZs2aZ6tWrG39/f1OzZk0zZ84ca52SzIABA1za3PkMrhzavGnTJtO0aVMTEBBgKleubKZMmWJd59WHdWbls7vap59+muk8i6utWbPGeUj15MmTjSTz6aefuvRJTEw0gYGB5r777nO2nT171gwdOtRUq1bN+Pn5meDgYNOsWTMzfvx45yG7ixYtMu3atTMhISHGz8/PVKpUyfTr18/lcOQ/4+5hrufOnTPdu3c3JUuWNJKch7x68n3NbxzGeGA2DECOufvuu3X8+HHnAQhAbmEOAgBgRUAAAKwICACAlVcD4ptvvlHHjh1Vvnx5l7uaXc+aNWt0xx13OK8CeTPe5Qk3lzVr1jD/AK/wakCkpKSoQYMG1hPHbPbv368OHTqodevWio+P1z//+U89+eST1mOqAQA3Js8cxeRwOLRkyRI98MAD1+wzZMgQLVu2zOWvqYcfflinT5/WihUrcqFKALh55KsT5TZs2JDp1Pb27dtf9xaBqampLmdeZmRk6OTJk7rlllty/HINAJAbjDE6e/asypcv73LNsBuVrwIiKSlJoaGhLm2hoaE6c+aMLly4YL2G0ZgxY5z3LgaAguzQoUMud3G8UfkqILJj6NChLhdZS05OVqVKlXTo0CGPXa8IALzpzJkzCgsL89hl/q/IVwFRtmxZHTlyxKXtyJEjCgwMvOYVUP39/V2utnlFYGAgAQGgQPH0bvN8dR5E06ZNFRcX59IWGxurpk2beqkiACi4vBoQ586dU3x8vOLj4yVdPow1Pj5eiYmJki7vHurZs6ez/1NPPaV9+/Zp8ODB2rlzp9599119/PHHeu6557xRPgAUaF4NiE2bNun222/X7bffLkmKjo7W7bffrhEjRkiSDh8+7AwL6fKtLJctW6bY2Fg1aNBAEyZM0Pvvv3/NuzoBALIvz5wHkVvOnDmjoKAgJScnMwcBoEDIqe+1fDUHAQDIPQQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsPJ6QEydOlXh4eEKCAhQZGSkNm7ceN3+kyZNUo0aNVSkSBGFhYXpueee0++//55L1QLAzcOrAbFw4UJFR0dr5MiR2rJlixo0aKD27dvr6NGj1v4LFizQiy++qJEjRyohIUGzZs3SwoUL9dJLL+Vy5QBQ8Hk1ICZOnKg+ffroscceU+3atTV9+nQVLVpUs2fPtvZfv369mjdvru7duys8PFzt2rVTt27d/nSrAwDgPq8FRFpamjZv3qyoqKj/FePjo6ioKG3YsMG6TLNmzbR582ZnIOzbt0/Lly/Xfffdd83XSU1N1ZkzZ1weAIA/V8hbL3z8+HGlp6crNDTUpT00NFQ7d+60LtO9e3cdP35cLVq0kDFGly5d0lNPPXXdXUxjxozRq6++6tHaAeBm4PVJanesWbNGo0eP1rvvvqstW7Zo8eLFWrZsmUaNGnXNZYYOHark5GTn49ChQ7lYMQDkX17bgggODpavr6+OHDni0n7kyBGVLVvWuszLL7+sHj166Mknn5Qk1atXTykpKerbt6+GDRsmH5/Meefv7y9/f3/PDwAACjivbUH4+fkpIiJCcXFxzraMjAzFxcWpadOm1mXOnz+fKQR8fX0lScaYnCsWAG5CXtuCkKTo6Gj16tVLjRo1UpMmTTRp0iSlpKTosccekyT17NlTFSpU0JgxYyRJHTt21MSJE3X77bcrMjJSe/bs0csvv6yOHTs6gwIA4BleDYiuXbvq2LFjGjFihJKSktSwYUOtWLHCOXGdmJjossUwfPhwORwODR8+XL/++qvKlCmjjh076o033vDWEACgwHKYm2zfzJkzZxQUFKTk5GQFBgZ6uxwAuGE59b2Wr45iAgDkHgICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWHk9IKZOnarw8HAFBAQoMjJSGzduvG7/06dPa8CAASpXrpz8/f112223afny5blULQDcPAp588UXLlyo6OhoTZ8+XZGRkZo0aZLat2+vn3/+WSEhIZn6p6WlqW3btgoJCdGiRYtUoUIFHTx4UCVLlsz94gGggHMYY4y3XjwyMlKNGzfWlClTJEkZGRkKCwvTM888oxdffDFT/+nTp+utt97Szp07Vbhw4Wy95pkzZxQUFKTk5GQFBgbeUP0AkBfk1Pea13YxpaWlafPmzYqKivpfMT4+ioqK0oYNG6zLfP7552ratKkGDBig0NBQ1a1bV6NHj1Z6evo1Xyc1NVVnzpxxeQAA/pzXAuL48eNKT09XaGioS3toaKiSkpKsy+zbt0+LFi1Senq6li9frpdfflkTJkzQ66+/fs3XGTNmjIKCgpyPsLAwj44DAAoqr09SuyMjI0MhISGaMWOGIiIi1LVrVw0bNkzTp0+/5jJDhw5VcnKy83Ho0KFcrBgA8i+vTVIHBwfL19dXR44ccWk/cuSIypYta12mXLlyKly4sHx9fZ1ttWrVUlJSktLS0uTn55dpGX9/f/n7+3u2eAC4CXhtC8LPz08RERGKi4tztmVkZCguLk5Nmza1LtO8eXPt2bNHGRkZzrZdu3apXLly1nAAAGSfV3cxRUdHa+bMmfrggw+UkJCgf/zjH0pJSdFjjz0mSerZs6eGDh3q7P+Pf/xDJ0+e1MCBA7Vr1y4tW7ZMo0eP1oABA7w1BAAosLx6HkTXrl117NgxjRgxQklJSWrYsKFWrFjhnLhOTEyUj8//MiwsLEwrV67Uc889p/r166tChQoaOHCghgwZ4q0hAECBla3zIC5evKikpCSdP39eZcqUUenSpXOithzBeRAAChqvnwdx9uxZTZs2Ta1atVJgYKDCw8NVq1YtlSlTRpUrV1afPn30/fffe6wwAIB3ZSkgJk6cqPDwcM2ZM0dRUVFaunSp4uPjtWvXLm3YsEEjR47UpUuX1K5dO917773avXt3TtcNAMhhWdrF1K1bNw0fPlx16tS5br/U1FTNmTNHfn5+evzxxz1WpCexiwlAQZNT32tevRaTNxAQAAoar89BAABuLlk6zPXBBx/M8goXL16c7WIAAHlHlrYg/nixu8DAQMXFxWnTpk3O5zdv3qy4uDgFBQXlWKEAgNyVpS2IOXPmOP89ZMgQdenSRdOnT3deEyk9PV39+/dnnz4AFCBuT1KXKVNG69atU40aNVzaf/75ZzVr1kwnTpzwaIGexiQ1gIImz0xSX7p0STt37szUvnPnTpeL6AEA8je3r8X02GOP6YknntDevXvVpEkTSdJ3332nsWPHOi+yBwDI/9wOiPHjx6ts2bKaMGGCDh8+LOnyfRoGDRqk559/3uMFAgC844ZOlLtyf+f8tC+fOQgABU2emYOQLs9DfPXVV/r3v/8th8MhSfrtt9907tw5jxUGAPAut3cxHTx4UPfee68SExOVmpqqtm3bqkSJEho3bpxSU1Ove39oAED+4fYWxMCBA9WoUSOdOnVKRYoUcbb/7W9/c7l9KAAgf3N7C2Lt2rVav359pntAh4eH69dff/VYYQAA73J7CyIjI0Pp6emZ2n/55ReVKFHCI0UBALzP7YBo166dJk2a5PzZ4XDo3LlzGjlypO677z5P1gYA8CK3D3P95Zdf1L59exljtHv3bjVq1Ei7d+9WcHCwvvnmG4WEhORUrR7BYa4ACpo8dcOgS5cuKSYmRtu2bdO5c+d0xx136JFHHnGZtM6rCAgABU1Ofa+5PUktSYUKFdKjjz7qsSIAAHmP2wHx+eefW9sdDocCAgJUrVo13XrrrTdcGADAu9wOiAceeEAOh0NX75m60uZwONSiRQstXbpUpUqV8lihAIDc5fZRTLGxsWrcuLFiY2OVnJys5ORkxcbGKjIyUl988YW++eYbnThxQi+88EJO1AsAyCVub0EMHDhQM2bMULNmzZxtbdq0UUBAgPr27auffvpJkyZN0uOPP+7RQgEAucvtLYi9e/daZ8kDAwO1b98+SVL16tV1/PjxG68OAOA1bgdERESEBg0apGPHjjnbjh07psGDB6tx48aSpN27dyssLMxzVQIAcp3bu5hmzZqlTp06qWLFis4QOHTokKpUqaLPPvtMknTu3DkNHz7cs5UCAHJVtk6Uy8jI0KpVq7Rr1y5JUo0aNdS2bVv5+GTr9hK5ihPlABQ0eepM6vyMgABQ0OSpM6nj4uIUFxeno0ePKiMjw+W52bNne6QwAIB3uR0Qr776ql577TU1atRI5cqVc95yFABQsLgdENOnT9fcuXPVo0ePnKgHAJBHuD2rnJaW5nKSHACgYHI7IJ588kktWLAgJ2oBAOQhbu9i+v333zVjxgx99dVXql+/vgoXLuzy/MSJEz1WHADAe9wOiG3btqlhw4aSpB9//NHlOSasAaDgcDsgVq9enRN1AADymLx/6jMAwCuydaLcpk2b9PHHHysxMVFpaWkuzy1evNgjhQEAvMvtLYiYmBg1a9ZMCQkJWrJkiS5evKiffvpJX3/9tYKCgnKiRgCAF7gdEKNHj9bbb7+t//znP/Lz89PkyZO1c+dOdenSRZUqVcqJGgEAXpCtGwZ16NBBkuTn56eUlBQ5HA4999xzmjFjhscLBAB4h9sBUapUKZ09e1aSVKFCBeehrqdPn9b58+c9Wx0AwGvcnqS+6667FBsbq3r16umhhx7SwIED9fXXXys2NlZt2rTJiRoBAF7gdkBMmTJFv//+uyRp2LBhKly4sNavX6+///3v3EUOAAoQbhgEAPlcnrphUEZGhvbs2WO9YdBdd93lkcIAAN7ldkD897//Vffu3XXw4EFdvfHhcDiUnp7useIAAN7jdkA89dRTatSokZYtW8Yd5QCgAHM7IHbv3q1FixapWrVqOVEPACCPcPs8iMjISO3ZsycnagEA5CFZ2oLYtm2b89/PPPOMnn/+eSUlJalevXqZbhhUv359z1YIAPCKLB3m6uPjI4fDkWlS2rmS//9cfpik5jBXAAWNVw9z3b9/v8deEACQP2QpICpXrpzTdQAA8hi3J6nHjBmj2bNnZ2qfPXu2xo0b55GiAADe53ZAvPfee6pZs2am9jp16mj69OkeKQoA4H1uB0RSUpLKlSuXqb1MmTI6fPiwR4oCAHif2wERFhamb7/9NlP7t99+q/Lly3ukKACA97l9JnWfPn30z3/+UxcvXtQ999wjSYqLi9PgwYP1/PPPe7xAAIB3uB0QgwYN0okTJ9S/f3+lpaVJkgICAjRkyBANHTrU4wUCALwj2/eDOHfunBISElSkSBFVr15d/v7+nq4tR3CiHICCJk/dD0KSihcvrsaNG3usEABA3pKlSeqnnnpKv/zyS5ZWuHDhQs2fP/+GigIAeF+WtiDKlCmjOnXqqHnz5urYsaMaNWqk8uXLKyAgQKdOndKOHTu0bt06xcTEqHz58poxY0ZO1w0AyGFZnoM4cuSI3n//fcXExGjHjh0uz5UoUUJRUVF68sknde+99+ZIoZ7CHASAgianvteyNUl96tQpJSYm6sKFCwoODlbVqlXzzZ3lCAgABU2emqQuVaqUSpUq5bEiAAB5j9tnUgMAbg4EBADAioAAAFgREAAAK7cD4sKFCzp//rzz54MHD2rSpElatWqVRwsDAHiX2wHRqVMnffjhh5Kk06dPKzIyUhMmTFCnTp00bdo0jxcIAPAOtwNiy5YtatmypSRp0aJFCg0N1cGDB/Xhhx/qX//6l8cLBAB4h9sBcf78eZUoUUKStGrVKj344IPy8fHRnXfeqYMHD3q8QACAd7gdENWqVdPSpUt16NAhrVy5Uu3atZMkHT16lDOTAaAAcTsgRowYoRdeeEHh4eGKjIxU06ZNJV3emrj99ts9XiAAwDuydS2mpKQkHT58WA0aNJCPz+WM2bhxowIDA1WzZk2PF+lJXIsJQEGTp67FVLZsWZUtW9alrUmTJh4pCACQN2QpIB588EHNnTtXgYGBevDBB6/bd/HixR4pDADgXVkKiKCgIOflvIOCgnK0IABA3pCtOYj8jDkIAAVNTn2vuX0U086dO6/53MqVK2+oGABA3uF2QNxxxx2aOnWqS1tqaqqefvppderUyWOFAQC8y+2AmDt3rkaMGKH77rtPR44cUXx8vG6//XZ99dVXWrt2bU7UCADwArcDokuXLtq6dasuXryoOnXqqGnTpmrVqpW2bNmixo0b50SNAAAvyPb9INLS0pSenq709HSVK1dOAQEBnqwLAOBlbgdETEyM6tWrp6CgIO3atUvLli3TjBkz1LJlS+3bty8nagQAeIHbAfHEE09o9OjR+vzzz1WmTBm1bdtW27dvV4UKFdSwYcMcKBEA4A1uX2pjy5YtqlGjhktbqVKl9PHHH2vevHkeKwwA4F1ub0FcHQ5XJCQkaOvWrTdcEAAgb8j2JLUkpaSkaNasWWrWrJnq1KmjFStWeKouAICXZSsgvv32Wz3++OMKDQ1V37591axZM+3YsUM//vijp+sDAHhJlgPi6NGjevPNN1WzZk117txZJUuW1Jo1a+Tj46PHH388z98HAgDgnixPUleuXFmdO3fW5MmT1bZtW+eNggAABVOWv+UrV66sdevW6ZtvvtGuXbtysiYAQB6Q5YDYuXOnPvroIx0+fFiNGzdWRESE3n77bUly3isCAFBwuLWfqHnz5po9e7YOHz6sp556Sp988onS09PVv39/zZw5U8eOHcupOgEAueyGbxiUkJCgWbNmad68eTp58qQuXrzoqdpyBDcMAlDQ5JkbBl2tVq1aGj9+vH799VctXLjQEzUBAPKAGwqIwMBA5wX6ChUqpAcffNAjRQEAvC/LAfHbb79larvJbmcNADeVLAdEnTp1tGDBgpysBQCQh2Q5IN544w3169dPDz30kE6ePClJevTRR5noBYACKssB0b9/f23btk0nTpxQ7dq19Z///EfTpk1TcHBwTtYHAPASt+4Hceutt+rrr7/WlClT9OCDD6pWrVoqVMh1FVu2bPFogQAA73D7hkEHDx7U4sWLVapUKXXq1ClTQAAACga3vt1nzpyp559/XlFRUfrpp59UpkyZnKoLAOBlWQ6Ie++9Vxs3btSUKVPUs2fPnKwJAJAHZHmSOj09Xdu2bcuRcJg6darCw8MVEBCgyMhIbdy4MUvLxcTEyOFw6IEHHvB4TQBws8tyQMTGxqpixYoeL2DhwoWKjo7WyJEjtWXLFjVo0EDt27fX0aNHr7vcgQMH9MILL6hly5YerwkA4IFrMd2oiRMnqk+fPnrsscdUu3ZtTZ8+XUWLFtXs2bOvuUx6eroeeeQRvfrqq6pSpUouVgsANw+vBkRaWpo2b96sqKgoZ5uPj4+ioqK0YcOGay732muvKSQkRE888cSfvkZqaqrOnDnj8gAA/DmvBsTx48eVnp6u0NBQl/bQ0FAlJSVZl1m3bp1mzZqlmTNnZuk1xowZo6CgIOcjLCzshusGgJuB13cxuePs2bPq0aOHZs6cmeUzuIcOHark5GTn49ChQzlcJQAUDF49yy04OFi+vr46cuSIS/uRI0dUtmzZTP337t2rAwcOqGPHjs62jIwMSZcvN/7zzz+ratWqLsv4+/vL398/B6oHgILNq1sQfn5+ioiIUFxcnLMtIyNDcXFxatq0aab+NWvW1Pbt2xUfH+983H///WrdurXi4+PZfQQAHuT162RER0erV69eatSokZo0aaJJkyYpJSVFjz32mCSpZ8+eqlChgsaMGaOAgADVrVvXZfmSJUtKUqZ2AMCN8XpAdO3aVceOHdOIESOUlJSkhg0basWKFc6J68TERPn45KupEgAoEBzmJrstXE7d3BsAvCWnvtf40xwAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBglScCYurUqQoPD1dAQIAiIyO1cePGa/adOXOmWrZsqVKlSqlUqVKKioq6bn8AQPZ4PSAWLlyo6OhojRw5Ulu2bFGDBg3Uvn17HT161Np/zZo16tatm1avXq0NGzYoLCxM7dq106+//prLlQNAweYwxhhvFhAZGanGjRtrypQpkqSMjAyFhYXpmWee0Ysvvviny6enp6tUqVKaMmWKevbs+af9z5w5o6CgICUnJyswMPCG6wcAb8up7zWvbkGkpaVp8+bNioqKcrb5+PgoKipKGzZsyNI6zp8/r4sXL6p06dLW51NTU3XmzBmXBwDgz3k1II4fP6709HSFhoa6tIeGhiopKSlL6xgyZIjKly/vEjJ/NGbMGAUFBTkfYWFhN1w3ANwMvD4HcSPGjh2rmJgYLVmyRAEBAdY+Q4cOVXJysvNx6NChXK4SAPKnQt588eDgYPn6+urIkSMu7UeOHFHZsmWvu+z48eM1duxYffXVV6pfv/41+/n7+8vf398j9QLAzcSrWxB+fn6KiIhQXFycsy0jI0NxcXFq2rTpNZd78803NWrUKK1YsUKNGjXKjVIB4Kbj1S0ISYqOjlavXr3UqFEjNWnSRJMmTVJKSooee+wxSVLPnj1VoUIFjRkzRpI0btw4jRgxQgsWLFB4eLhzrqJ48eIqXry418YBAAWN1wOia9euOnbsmEaMGKGkpCQ1bNhQK1ascE5cJyYmysfnfxs606ZNU1pamjp37uyynpEjR+qVV17JzdIBoEDz+nkQuY3zIAAUNAXyPAgAQN5FQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAAArAgIAYEVAAACsCAgAgBUBAQCwIiAAAFYEBADAioAAAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAAABYERAAACsCAgBgRUAAAKwICACAFQEBALAiIAAAVgQEAMCKgAAAWBEQAACrPBEQU6dOVXh4uAICAhQZGamNGzdet/8nn3yimjVrKiAgQPXq1dPy5ctzqVIAuHl4PSAWLlyo6OhojRw5Ulu2bFGDBg3Uvn17HT161Np//fr16tatm5544gn98MMPeuCBB/TAAw/oxx9/zOXKAaBgcxhjjDcLiIyMVOPGjTVlyhRJUkZGhsLCwvTMM8/oxRdfzNS/a9euSklJ0RdffOFsu/POO9WwYUNNnz79T1/vzJkzCgoKUnJysgIDAz03EADwkpz6XivksTVlQ1pamjZv3qyhQ4c623x8fBQVFaUNGzZYl9mwYYOio6Nd2tq3b6+lS5da+6empio1NdX5c3JysqTLbygAFARXvs88/fe+VwPi+PHjSk9PV2hoqEt7aGiodu7caV0mKSnJ2j8pKcnaf8yYMXr11VcztYeFhWWzagDIm06cOKGgoCCPrc+rAZEbhg4d6rLFcfr0aVWuXFmJiYkefSPzujNnzigsLEyHDh26qXatMW7GfTNITk5WpUqVVLp0aY+u16sBERwcLF9fXx05csSl/ciRIypbtqx1mbJly7rV39/fX/7+/pnag4KCbqpfoCsCAwMZ902Ecd9cfHw8e9yRV49i8vPzU0REhOLi4pxtGRkZiouLU9OmTa3LNG3a1KW/JMXGxl6zPwAge7y+iyk6Olq9evVSo0aN1KRJE02aNEkpKSl67LHHJEk9e/ZUhQoVNGbMGEnSwIED1apVK02YMEEdOnRQTEyMNm3apBkzZnhzGABQ4Hg9ILp27apjx45pxIgRSkpKUsOGDbVixQrnRHRiYqLLZlOzZs20YMECDR8+XC+99JKqV6+upUuXqm7dull6PX9/f40cOdK626kgY9yM+2bAuD07bq+fBwEAyJu8fiY1ACBvIiAAAFYEBADAioAAAFgVyIC4WS8f7s64Z86cqZYtW6pUqVIqVaqUoqKi/vR9yqvc/byviImJkcPh0AMPPJCzBeYQd8d9+vRpDRgwQOXKlZO/v79uu+22fPm77u64J02apBo1aqhIkSIKCwvTc889p99//z2XqvWMb775Rh07dlT58uXlcDiuee25P1qzZo3uuOMO+fv7q1q1apo7d677L2wKmJiYGOPn52dmz55tfvrpJ9OnTx9TsmRJc+TIEWv/b7/91vj6+po333zT7NixwwwfPtwULlzYbN++PZcrvzHujrt79+5m6tSp5ocffjAJCQmmd+/eJigoyPzyyy+5XPmNcXfcV+zfv99UqFDBtGzZ0nTq1Cl3ivUgd8edmppqGjVqZO677z6zbt06s3//frNmzRoTHx+fy5XfGHfHPX/+fOPv72/mz59v9u/fb1auXGnKlStnnnvuuVyu/MYsX77cDBs2zCxevNhIMkuWLLlu/3379pmiRYua6Ohos2PHDvPOO+8YX19fs2LFCrdet8AFRJMmTcyAAQOcP6enp5vy5cubMWPGWPt36dLFdOjQwaUtMjLS9OvXL0fr9DR3x321S5cumRIlSpgPPvggp0rMEdkZ96VLl0yzZs3M+++/b3r16pUvA8LdcU+bNs1UqVLFpKWl5VaJOcLdcQ8YMMDcc889Lm3R0dGmefPmOVpnTspKQAwePNjUqVPHpa1r166mffv2br1WgdrFdOXy4VFRUc62rFw+/I/9pcuXD79W/7woO+O+2vnz53Xx4kWPX+wrJ2V33K+99ppCQkL0xBNP5EaZHpedcX/++edq2rSpBgwYoNDQUNWtW1ejR49Wenp6bpV9w7Iz7mbNmmnz5s3O3VD79u3T8uXLdd999+VKzd7iqe81r59J7Um5cfnwvCg7477akCFDVL58+Uy/VHlZdsa9bt06zZo1S/Hx8blQYc7Izrj37dunr7/+Wo888oiWL1+uPXv2qH///rp48aJGjhyZG2XfsOyMu3v37jp+/LhatGghY4wuXbqkp556Si+99FJulOw11/peO3PmjC5cuKAiRYpkaT0FagsC2TN27FjFxMRoyZIlCggI8HY5Oebs2bPq0aOHZs6cqeDgYG+Xk6syMjIUEhKiGTNmKCIiQl27dtWwYcOydBfG/GzNmjUaPXq03n33XW3ZskWLFy/WsmXLNGrUKG+Xli8UqC2I3Lh8eF6UnXFfMX78eI0dO1ZfffWV6tevn5Nlepy74967d68OHDigjh07OtsyMjIkSYUKFdLPP/+sqlWr5mzRHpCdz7tcuXIqXLiwfH19nW21atVSUlKS0tLS5Ofnl6M1e0J2xv3yyy+rR48eevLJJyVJ9erVU0pKivr27athw4Z5/PLYecW1vtcCAwOzvPUgFbAtiJv18uHZGbckvfnmmxo1apRWrFihRo0a5UapHuXuuGvWrKnt27crPj7e+bj//vvVunVrxcfH55u7DGbn827evLn27NnjDERJ2rVrl8qVK5cvwkHK3rjPnz+fKQSuhKQpwJeh89j3mnvz53lfTEyM8ff3N3PnzjU7duwwffv2NSVLljRJSUnGGGN69OhhXnzxRWf/b7/91hQqVMiMHz/eJCQkmJEjR+bbw1zdGffYsWONn5+fWbRokTl8+LDzcfbsWW8NIVvcHffV8utRTO6OOzEx0ZQoUcI8/fTT5ueffzZffPGFCQkJMa+//rq3hpAt7o575MiRpkSJEubf//632bdvn1m1apWpWrWq6dKli7eGkC1nz541P/zwg/nhhx+MJDNx4kTzww8/mIMHDxpjjHnxxRdNjx49nP2vHOY6aNAgk5CQYKZOncphrle88847plKlSsbPz880adLE/Pe//3U+16pVK9OrVy+X/h9//LG57bbbjJ+fn6lTp45ZtmxZLlfsGe6Mu3LlykZSpsfIkSNzv/Ab5O7n/Uf5NSCMcX/c69evN5GRkcbf399UqVLFvPHGG+bSpUu5XPWNc2fcFy9eNK+88oqpWrWqCQgIMGFhYaZ///7m1KlTuV/4DVi9erX1/+uVsfbq1cu0atUq0zINGzY0fn5+pkqVKmbOnDluvy6X+wYAWBWoOQgAgOcQEAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwIqAwE2pd+/eN3yr0Zdffll9+/bNUt8DBw7I4XDk68uMX/2ePfzww5owYYL3CkKOIyDgFenp6WrWrJkefPBBl/bk5GSFhYVp2LBhf7qOmjVryt/fP1v37pg8eXL27tH7/yUlJWny5MlZqrOgGj58uN544w0lJyd7uxTkEAICXuHr66u5c+dqxYoVmj9/vrP9mWeeUenSpf/0Jjbr1q3ThQsX1LlzZ33wwQduv35QUJBKlizp9nJXvP/++2rWrJkqV66c7XXkd3Xr1lXVqlX10UcfebsU5BACAl5z2223aezYsXrmmWd0+PBhffbZZ4qJidGHH374p5egnjVrlrp3764ePXpo9uzZLs/t3LlTRYsW1YIFC5xtH3/8sYoUKaIdO3ZIyry7ZNGiRapXr56KFCmiW265RVFRUUpJSbnm68fExLjcV0K6fOnpN998U9WqVZO/v78qVaqkN954w6XPvn371Lp1axUtWlQNGjRwuQXkiRMn1K1bN1WoUEFFixZVvXr19O9//9tl+bvvvlvPPvusBg8erNKlS6ts2bJ65ZVXMo2/RYsWCggIUO3atfXVV1/J4XBo6dKlzj6HDh1Sly5dVLJkSZUuXVqdOnXSgQMHnM+np6crOjpaJUuW1C233KLBgwdbL4/dsWNHxcTEXPN9Qj53gxcZBG5IRkaGufvuu02bNm1MSEiIGTVq1J8uc+bMGVOsWDHz448/mkuXLpnQ0FDzzTffuPSZOnWqCQoKMgcPHjSHDh0ypUqVMpMnT3Y+/8eruP7222+mUKFCZuLEiWb//v1m27ZtZurUqde89PmJEyeMw+FwuYqoMZdvFF+qVCkzd+5cs2fPHrN27Vozc+ZMY4wx+/fvN5JMzZo1zRdffGF+/vln07lzZ1O5cmVz8eJFY4wxv/zyi3nrrbfMDz/8YPbu3Wv+9a9/GV9fX/Pdd985X6NVq1YmMDDQvPLKK2bXrl3mgw8+MA6Hw6xatcoYY8ylS5dMjRo1TNu2bU18fLxZu3atadKkicuN7tPS0kytWrXM448/brZt22Z27NhhunfvbmrUqGFSU1ONMcaMGzfOlCpVynz66admx44d5oknnjAlSpTIdOXbL7/80vj5+Znff//9Tz835D8EBLwuISHBSDL16tVzfllez4wZM0zDhg2dPw8cONB6Se8OHTqYli1bmjZt2ph27dqZjIwM53N/DIjNmzcbSebAgQNZqvfKNfkTExOdbWfOnDH+/v7OQLjalYB4//33nW0//fSTkWQSEhKu+VodOnQwzz//vPPnVq1amRYtWrj0ady4sRkyZIgx5vIXdqFChczhw4edz8fGxroExLx580yNGjVc3o/U1FRTpEgRs3LlSmOMMeXKlTNvvvmm8/mLFy+aihUrZgqIrVu3uvXeIX9hFxO8bvbs2SpatKj279+vX375xdn+1FNPqXjx4s7HH/s/+uijzp8fffRRffLJJzp79mym9W7btk1btmzR3Llz5XA4rK/foEEDtWnTRvXq1dNDDz2kmTNn6tSpU9es98KFC5Lkcv/uhIQEpaamqk2bNtcd6x9v61quXDlJ0tGjRyVd3q0zatQo1atXT6VLl1bx4sW1cuVKJSYmXnMdV9ZzZR0///yzwsLCXG7B2aRJE5f+W7du1Z49e1SiRAnne1u6dGn9/vvv2rt3r5KTk3X48GFFRkY6lylUqJD1roNXbl95/vz5644b+RMBAa9av3693n77bX3xxRdq0qSJnnjiCee+7tdee83l9qCStGPHDv33v//V4MGDVahQIRUqVEh33nmnzp8/n2lf+NatW5WSkqKUlBQdPnz4mjX4+voqNjZWX375pWrXrq133nlHNWrU0P79+639g4ODJcklRLJ6n9/ChQs7/30lsK7cBvStt97S5MmTNWTIEK1evVrx8fFq37690tLSrrmOK+v5461E/8y5c+cUERHh8t7Gx8dr165d6t69e5bXI0knT56UJJUpU8at5ZA/EBDwmvPnz6t37976xz/+odatW2vWrFnauHGjpk+fLkkKCQlRtWrVnA/p8uT0XXfdpa1bt7p8uUVHR2vWrFnOdZ88eVK9e/fWsGHD1Lt3bz3yyCPOv/xtHA6HmjdvrldffVU//PCD/Pz8tGTJEmvfqlWrKjAw0DnhLUnVq1dXkSJFMt0H2B3ffvutOnXqpEcffVQNGjRQlSpVtGvXLrfWUaNGDR06dMjlhvXff/+9S5877rhDu3fvzvT+VqtWTUFBQQoKClK5cuX03XffOZe5dOmSNm/enOn1fvzxR1WsWNEZmihYCAh4zdChQ2WM0dixYyVJ4eHhGj9+vAYPHuxyRM0VFy9e1Lx589StWzfVrVvX5fHkk0/qu+++008//STp8u6psLAwDR8+XBMnTlR6erpeeOEFax3fffedRo8erU2bNikxMVGLFy/WsWPHVKtWLWt/Hx8fRUVFad26dc62gIAADRkyRIMHD9aHH36ovXv36r///a9LaP2Z6tWrKzY2VuvXr1dCQoL69evn8kWfFW3btlXVqlXVq1cvbdu2Td9++62GDx8u6X9bLI888oiCg4PVqVMnrV27Vvv379eaNWv07LPPOnfxDRw4UGPHjtXSpUu1c+dO9e/fX6dPn870emvXrlW7du3cqhH5iLcnQXBzWrNmjfH19TVr167N9Fy7du3MPffc4zKJaowxixYtMj4+Ps4b1F+tVq1a5rnnnjMffPCBKVasmNm1a5fzue+++84ULlzYLF++3BjjOkm9Y8cO0759e1OmTBnj7+9vbrvtNvPOO+9ct/7ly5ebChUqmPT0dGdbenq6ef31103lypVN4cKFTaVKlczo0aONMf+bpP7hhx+c/U+dOmUkmdWrVxtjLh8d1alTJ1O8eHETEhJihg8fbnr27OkyMdyqVSszcOBAl1o6derkMkmfkJBgmjdvbvz8/EzNmjXNf/7zHyPJ5Yb1hw8fNj179jTBwcHOe1T36dPHJCcnG2MuT0oPHDjQBAYGmpIlS5ro6OhMtVy4cMEEBQWZDRs2XPe9Qv7FPamBbDDGKDIyUs8995y6devm7XKu69tvv1WLFi20Z88eVa1a1WPrnTZtmpYsWaJVq1Z5bJ3IWwp5uwAgP3I4HJoxY4a2b9/u7VIyWbJkiYoXL67q1atrz549GjhwoJo3b+7RcJAuT5a/8847Hl0n8ha2IIAC5sMPP9Trr7+uxMREBQcHKyoqShMmTNAtt9zi7dKQzxAQAAArjmICAFgREAAAKwICAGBFQAAArAgIAIAVAQEAsCIgAABWBAQAwOr/AdiL8lL5N1HzAAAAAElFTkSuQmCC", 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" ] @@ -346,12 +346,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -374,8 +374,8 @@ "# Now add a scatter plot on top of the line plot\n", "ax.scatter([0.3, 3.8, 1.2, 2.5], # x values\n", " [11, 25, 9, 26], # y values\n", - " #c=['red', 'blue', 'green', 'purple'], # colors, get more colors here: https://matplotlib.org/stable/tutorials/colors/colors.html\n", - " # s=[50, 100, 200, 500], # marker size\n", + " c=['red', 'blue', 'green', 'purple'], # colors, get more colors here: https://matplotlib.org/stable/tutorials/colors/colors.html\n", + " s=[50, 100, 200, 500], # marker size\n", " #marker='^' # marker style, other styles include 'o', 's', 'x', 'D'\n", ") # Close the scatter function\n", "\n", @@ -501,12 +501,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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", 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" ] @@ -571,7 +571,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -585,6 +585,38 @@ "# Can you figure out what to do next to plot x vs y1, y2, and y3 on one figure?\n" ] }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# make three plots, 1 column and 3 rows showing the three signals, with a shared x-axis, and the signal names as titles\n", + "\n", + "fig, axes = plt.subplots(3, 1, figsize=(8, 6), sharex=True) # Create a figure with 3 subplots in 1 column\n", + "axes[0].plot(x, y1) # Plot the first signal on the first subplot\n", + "axes[1].plot(x, y2) # Plot the second signal on the second subplot\n", + "axes[2].plot(x, y3) # Plot the third signal on the third subplot\n", + "\n", + "# make all colors black and title each subplot with the signal names\n", + "for ax, name in zip(axes.flat, names):\n", + " ax.set_title(name)\n", + " for line in ax.get_lines():\n", + " line.set_color('black')\n", + "plt.show()\n" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/Matplotlib/Part2-Plotting_Methods_Overview.ipynb b/Matplotlib/Part2-Plotting_Methods_Overview.ipynb index 45a310c..440bbd9 100644 --- a/Matplotlib/Part2-Plotting_Methods_Overview.ipynb +++ b/Matplotlib/Part2-Plotting_Methods_Overview.ipynb @@ -202,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -264,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -329,16 +329,16 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/scratch/local/u1154915/734320/ipykernel_1900281/968936615.py:18: RuntimeWarning: Second argument 'y2' is ambiguous: could be a format string but is in 'data'; using as data. If it was intended as data, set the format string to an empty string to suppress this warning. If it was intended as a format string, explicitly pass the x-values as well. Alternatively, rename the entry in 'data'.\n", + "/scratch/local/u0972368/865437/ipykernel_830403/968936615.py:18: RuntimeWarning: Second argument 'y2' is ambiguous: could be a format string but is in 'data'; using as data. If it was intended as data, set the format string to an empty string to suppress this warning. If it was intended as a format string, explicitly pass the x-values as well. Alternatively, rename the entry in 'data'.\n", " ax.plot('x','y2',# X, y data,\n", - "/scratch/local/u1154915/734320/ipykernel_1900281/968936615.py:26: RuntimeWarning: Second argument 'y1' is ambiguous: could be a format string but is in 'data'; using as data. If it was intended as data, set the format string to an empty string to suppress this warning. If it was intended as a format string, explicitly pass the x-values as well. Alternatively, rename the entry in 'data'.\n", + "/scratch/local/u0972368/865437/ipykernel_830403/968936615.py:26: RuntimeWarning: Second argument 'y1' is ambiguous: could be a format string but is in 'data'; using as data. If it was intended as data, set the format string to an empty string to suppress this warning. If it was intended as a format string, explicitly pass the x-values as well. Alternatively, rename the entry in 'data'.\n", " ax.plot('x', 'y1', # X, y data\n" ] }, @@ -449,7 +449,7 @@ ], "metadata": { "kernelspec": { - "display_name": "p310env", + "display_name": "Python 3", "language": "python", "name": "python3" }, diff --git a/Matplotlib/Part3-Plotting-2D-Arrays-Images.ipynb b/Matplotlib/Part3-Plotting-2D-Arrays-Images.ipynb index 09c1951..724717b 100644 --- a/Matplotlib/Part3-Plotting-2D-Arrays-Images.ipynb +++ b/Matplotlib/Part3-Plotting-2D-Arrays-Images.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "id": "0a38a0db", "metadata": {}, "outputs": [], @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 3, "id": "d71c9c2d", "metadata": {}, "outputs": [ @@ -80,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "id": "a14adfd9", "metadata": {}, "outputs": [ @@ -126,7 +126,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 5, "id": "ec1cabc8", "metadata": {}, "outputs": [ @@ -197,7 +197,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 6, "id": "f96cfc31", "metadata": {}, "outputs": [ @@ -386,7 +386,7 @@ " 'Grays_r']" ] }, - "execution_count": 15, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -398,13 +398,13 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "id": "786704c5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -417,7 +417,7 @@ "fig, ax = plt.subplots() # Create a figure and axis\n", "# Display the data as an image with `imshow` using a different colormap\n", "im = ax.imshow(data, # 2D data array\n", - " cmap='seismic' # Different colormap\n", + " cmap='magma' # Different colormap\n", " )\n", "#add a colorabar to the plot with a label\n", "cbar = fig.colorbar(im)\n", @@ -440,13 +440,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 12, "id": "42acc528", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -458,7 +458,7 @@ "source": [ "fig, ax = plt.subplots() # Create a figure and axis\n", "im = ax.imshow(data, # 2D data array\n", - " cmap='seismic', # Different colormap\n", + " cmap='magma', # Different colormap\n", " vmin=-2, # Set minimum data value for colormap \n", " vmax=2 # Set maximum data value for colormap\n", " )\n", @@ -528,7 +528,7 @@ ], "metadata": { "kernelspec": { - "display_name": "p310env", + "display_name": "Python 3", "language": "python", "name": "python3" }, diff --git a/Matplotlib/Part4-HowToSpeakMPL.ipynb b/Matplotlib/Part4-HowToSpeakMPL.ipynb index 641da8d..40ff832 100644 --- a/Matplotlib/Part4-HowToSpeakMPL.ipynb +++ b/Matplotlib/Part4-HowToSpeakMPL.ipynb @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -121,7 +121,7 @@ "fig, ax = plt.subplots()\n", "\n", "#add a plot of one of the above functions and specify a color \n", - "ax.plot(t, t, color='green') # plot t vs t in green color\n", + "ax.plot(t, t, c='g') # plot t vs t in green color\n", "ax.plot(t, t**2, color='blue') # plot t vs t^2 in blue color\n", "ax.plot(t, t**3, color='red') # plot t vs t^3 in red color\n", "ax.set_xlabel('x-axis') # label for x-axis\n", @@ -207,7 +207,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -235,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -1059,7 +1059,7 @@ ], "metadata": { "kernelspec": { - "display_name": "p310env", + "display_name": "Python 3", "language": "python", "name": "python3" }, diff --git a/Matplotlib/Part5-Limits_Legends_and_Layouts.ipynb b/Matplotlib/Part5-Limits_Legends_and_Layouts.ipynb index 5dc9dec..d24e3bd 100644 --- a/Matplotlib/Part5-Limits_Legends_and_Layouts.ipynb +++ b/Matplotlib/Part5-Limits_Legends_and_Layouts.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [